Search Results - "ensemble learning algorithm"

Comparison of RFE-DL and stacking ensemble learning algorithms for classifying mangrove species on UAV multispectral images by Fu, Bolin, He, Xu, Yao, Hang, Liang, Yiyin, Deng, Tengfang, He, Hongchang, Fan, Donglin, Lan, Guiwen, He, Wen

“…•Classification of mangrove species using the UAV multispectral image and DSM.•RFE-based variable selection improves classification performance of DL…”
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A weighted ensemble learning-based autonomous fault diagnosis method for photovoltaic systems using genetic algorithm by Eskandari, Aref, Aghaei, Mohammadreza, Milimonfared, Jafar, Nedaei, Amir

“…•Statistical features based on time and frequency domain have been extracted from the operating current and voltage of PV arrays.•A weighted ensemble learning…”
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Development of data-driven prediction model for CFRP-steel bond strength by implementing ensemble learning algorithms by Chen, Shi-Zhi, Feng, De-Cheng, Han, Wan-Shui, Wu, Gang

“…•The ensemble learning algorithms: gradient boosted decision trees and random forest are utilized to predict the CFRP-steel interficial bond strength.•113…”
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Improving positioning accuracy of vehicular navigation system during GPS outages utilizing ensemble learning algorithm by Li, Jing, Song, Ningfang, Yang, Gongliu, Li, Ming, Cai, Qingzhong

“…•We model the INS/GPS position based on the other information.•We use the ensemble algorithm to overcome the complex and dynamic data.•The model accuracy…”
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Meta-learning-driven intelligent ensemble approach for robust drought evaluation across China by Wang, Chunchen, Ma, Zice, Sun, Peng, Yang, Ronghao, Zhang, Chongyang

“…Under global warming, droughts across China exhibit pronounced spatiotemporal heterogeneity, posing severe threats to agricultural production, water security,…”
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A comparative study between a new method and other machine learning algorithms for soil organic carbon and total nitrogen prediction using near infrared spectroscopy by Reda, Rabie, Saffaj, Taoufiq, Ilham, Bouzida, Saidi, Ouadi, Issam, Kadmiri, Brahim, Lakssir, El Hadrami, El Mestafa

“…Soil organic carbon (SOC) and total nitrogen (TN) are essential elements in agricultural soil and play an important role in many biological and chemical…”
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Ensemble learning with support vector machines algorithm for surface roughness prediction in longitudinal vibratory ultrasound-assisted grinding by Zhao, Mingli, Xue, Boxi, Li, Bohan, Zhu, Junming, Song, Wenbin

“…It is critical to have an accurate prediction of surface roughness (Sa) in order to improve grinding productivity, reduce costs, and minimize the period of…”
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Correcting bias of satellite rainfall data using physical empirical model by Ziarh, Ghaith Falah, Shahid, Shamsuddin, Ismail, Tarmizi Bin, Asaduzzaman, Md, Dewan, Ashraf

“…The provision of high resolution near real-time rainfall data has made satellite rainfall products very potential for monitoring hydrological hazards. However,…”
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Fall detection system for elderly people using IoT and ensemble machine learning algorithm by Yacchirema, Diana, de Puga, Jara Suárez, Palau, Carlos, Esteve, Manuel

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Stacking Model for Photovoltaic-Power-Generation Prediction by Zhang, Hongchao, Zhu, Tengteng

“…Despite the clean and renewable advantages of solar energy, the instability of photovoltaic power generation limits its wide applicability. In order to ensure…”
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Volcanic lithology identification based on parameter-optimized GBDT algorithm: A case study in the Jilin Oilfield, Songliao Basin, NE China by Yu, Zhichao, Wang, Zhizhang, Zeng, Fancheng, Song, Peng, Baffour, Bestman Adjei, Wang, Peng, Wang, Weifang, Li, Ling

“…The reservoir rocks in the volcanic strata of the Jilin oil field are characterized by great complexity and diversity in composition and structure of…”
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Sustainable groundwater management in coastal cities: Insights from groundwater potential and vulnerability using ensemble learning and knowledge-driven models by Huang, Peng, Hou, Mengyao, Sun, Tong, Xu, Heng, Ma, Chuanming, Zhou, Aiguo

“…The rapid economic growth of the Pearl River Delta, one of China's most economically developed areas, has led to a sharp increase in the demand for water…”
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An online portfolio strategy based on trend promote price tracing ensemble learning algorithm by Dai, Hong-Liang, Liang, Chu-Xin, Dai, Hong-Ming, Huang, Cui-Yin, Adnan, Rana Muhammad

“…How to carry out an investment portfolio efficiently and reasonably has become a hot issue. This study mainly addresses the problem of the instability of…”
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Human Activity Recognition Using an Ensemble Learning Algorithm with Smartphone Sensor Data by Tan, Tan-Hsu, Wu, Jie-Ying, Liu, Shing-Hong, Gochoo, Munkhjargal

“…Human activity recognition (HAR) can monitor persons at risk of COVID-19 virus infection to manage their activity status. Currently, many people are isolated…”
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Wrapper Feature Subset Selection for Dimension Reduction Based on Ensemble Learning Algorithm by Panthong, Rattanawadee, Srivihok, Anongnart

“…Feature selection is a technique to choose a subset of variables from the multidimensional data which can improve the classification accuracy in diversity…”
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Explainable AutoML models for predicting the strength of high-performance concrete using Optuna, SHAP and ensemble learning by Khan, Muhammad Salman, Peng, Tianbo, Khan, Muhammad Adeel, Khan, Asad, Ahmad, Mahmood, Aziz, Kamran, Sabri Sabri, Mohanad Muayad, Abd EL-Gawaad, N. S.

“…Accurately predicting key engineering properties, such as compressive and tensile strength, remains a significant challenge in high-performance concrete (HPC)…”
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Detecting Succinylation sites from protein sequences using ensemble support vector machine by Ning, Qiao, Zhao, Xiaosa, Bao, Lingling, Ma, Zhiqiang, Zhao, Xiaowei

“…Background Lysine succinylation is a new kind of post-translational modification which plays a key role in protein conformation regulation and cellular…”
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HELA: A novel hybrid ensemble learning algorithm for predicting academic performance of students by Keser, Sinem Bozkurt, Aghalarova, Sevda

“…Education plays a major role in the development of the consciousness of the whole society. Education has been improved by analyzing educational data related to…”
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Subway track foundation settlement deformation prediction based on the BiLSTM-AdaBoost model by Dang, Xifeng, Yin, Xiao, Liu, Jianwei, Wu, Jincheng, Wang, Xin, Liu, Yongqiang, Sun, Shoubin

“…The rapid economic expansion has spurred extensive construction near subway networks, impacting the stability of their track foundations. Consequently, it’s…”
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Evaluation and Application of the PT-JPL Physical Model Optimized with XGBoost Algorithm in Latent Heat Flux Estimation by Wang, Lizheng, Kong, Jinling, Zhang, Qiutong, Dong, Lixin, Zhong, Yanling

“…The static parameterization scheme in the Priestley-Taylor Jet Propulsion Laboratory (PT-JPL) model limits the dynamic capture of latent heat flux (LE) in…”
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